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Deformable Neural Radiance Fields creates free-viewpoint portraits (nerfies) from casually captured videos.
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2026-01-21 08:53:22
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More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models Chengzhi Liu* 1,3 , Zhongxing Xu* 1 , Qingyue Wei 2 , Juncheng Wu 1 , James Zou 2 , Xin Eric Wang 1,3 , Yuyin Zhou 1 , Sheng Liu 2 1 UC Santa Cruz , 2 Stanford University, 3 UC Santa Barbara Paper Code Benchmark (a) Example of outputs from a reasoning model and a non-reasoning model on a perception task. Red highlights indicate visual hallucination. Multimodal reasoning models are generally more prone to amplifying hallucinations during the reasoning process compared to their non-reasoning counterparts. (b) Performance of different models on reasoning and perception tasks in the RH-Bench dataset. Better performing models are positioned in the upper right corner. Baseline non-reasoning models of varying scales typically exhibit weaker reaso...
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